Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 30000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.3 MiB |
| Average record size in memory | 152.0 B |
Variable types
| NUM | 15 |
|---|---|
| CAT | 11 |
BILL_AMT2 is highly correlated with BILL_AMT1 and 1 other fields | High correlation |
BILL_AMT1 is highly correlated with BILL_AMT2 | High correlation |
BILL_AMT3 is highly correlated with BILL_AMT2 and 1 other fields | High correlation |
BILL_AMT4 is highly correlated with BILL_AMT3 and 2 other fields | High correlation |
BILL_AMT5 is highly correlated with BILL_AMT4 and 1 other fields | High correlation |
BILL_AMT6 is highly correlated with BILL_AMT4 and 1 other fields | High correlation |
PAY_AMT2 is highly skewed (γ1 = 30.45381745) | Skewed |
df_index has unique values | Unique |
ID has unique values | Unique |
BILL_AMT1 has 2008 (6.7%) zeros | Zeros |
BILL_AMT2 has 2506 (8.4%) zeros | Zeros |
BILL_AMT3 has 2870 (9.6%) zeros | Zeros |
BILL_AMT4 has 3195 (10.7%) zeros | Zeros |
BILL_AMT5 has 3506 (11.7%) zeros | Zeros |
BILL_AMT6 has 4020 (13.4%) zeros | Zeros |
PAY_AMT1 has 5249 (17.5%) zeros | Zeros |
PAY_AMT2 has 5396 (18.0%) zeros | Zeros |
PAY_AMT3 has 5968 (19.9%) zeros | Zeros |
PAY_AMT4 has 6408 (21.4%) zeros | Zeros |
PAY_AMT5 has 6703 (22.3%) zeros | Zeros |
PAY_AMT6 has 7173 (23.9%) zeros | Zeros |
Reproduction
| Analysis started | 2020-12-07 18:02:08.694807 |
|---|---|
| Analysis finished | 2020-12-07 18:04:45.019794 |
| Duration | 2 minutes and 36.32 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 30000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15202.1399 |
|---|---|
| Minimum | 1 |
| Maximum | 30203 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 234.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1703.95 |
| Q1 | 7703.75 |
| median | 15203.5 |
| Q3 | 22703.25 |
| 95-th percentile | 28703.05 |
| Maximum | 30203 |
| Range | 30202 |
| Interquartile range (IQR) | 14999.5 |
Descriptive statistics
| Standard deviation | 8662.753906 |
|---|---|
| Coefficient of variation (CV) | 0.5698377967 |
| Kurtosis | -1.198695871 |
| Mean | 15202.1399 |
| Median Absolute Deviation (MAD) | 7500 |
| Skewness | -0.0009415584061 |
| Sum | 456064197 |
| Variance | 75043305.23 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 23873 | 1 | < 0.1% | |
| 29988 | 1 | < 0.1% | |
| 25894 | 1 | < 0.1% | |
| 27943 | 1 | < 0.1% | |
| 5416 | 1 | < 0.1% | |
| 7465 | 1 | < 0.1% | |
| 1322 | 1 | < 0.1% | |
| 3371 | 1 | < 0.1% | |
| 13612 | 1 | < 0.1% | |
| Other values (29990) | 29990 | > 99.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 30203 | 1 | < 0.1% | |
| 30202 | 1 | < 0.1% | |
| 30201 | 1 | < 0.1% | |
| 30200 | 1 | < 0.1% | |
| 30199 | 1 | < 0.1% |
| Distinct | 30000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| 6185 | 1 |
|---|---|
| 10133 | 1 |
| 14008 | 1 |
| 12237 | 1 |
| 1988 | 1 |
| Other values (29995) |
| Value | Count | Frequency (%) | |
| 6185 | 1 | < 0.1% | |
| 10133 | 1 | < 0.1% | |
| 14008 | 1 | < 0.1% | |
| 12237 | 1 | < 0.1% | |
| 1988 | 1 | < 0.1% | |
| 19367 | 1 | < 0.1% | |
| 29173 | 1 | < 0.1% | |
| 29561 | 1 | < 0.1% | |
| 5931 | 1 | < 0.1% | |
| 12092 | 1 | < 0.1% | |
| Other values (29990) | 29990 | > 99.9% |
Frequencies of value counts
Unique
| Unique | 30000 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.6298 |
| Min length | 1 |
LIMIT_BAL
Real number (ℝ≥0)
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167484.3227 |
|---|---|
| Minimum | 10000 |
| Maximum | 1000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 50000 |
| median | 140000 |
| Q3 | 240000 |
| 95-th percentile | 430000 |
| Maximum | 1000000 |
| Range | 990000 |
| Interquartile range (IQR) | 190000 |
Descriptive statistics
| Standard deviation | 129747.6616 |
|---|---|
| Coefficient of variation (CV) | 0.7746854124 |
| Kurtosis | 0.5362628964 |
| Mean | 167484.3227 |
| Median Absolute Deviation (MAD) | 90000 |
| Skewness | 0.9928669605 |
| Sum | 729562384 |
| Variance | 1.683445568e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 50000 | 3365 | 11.2% | |
| 20000 | 1976 | 6.6% | |
| 30000 | 1610 | 5.4% | |
| 80000 | 1567 | 5.2% | |
| 200000 | 1528 | 5.1% | |
| 150000 | 1110 | 3.7% | |
| 100000 | 1048 | 3.5% | |
| 180000 | 995 | 3.3% | |
| 360000 | 881 | 2.9% | |
| 60000 | 825 | 2.8% | |
| Other values (71) | 15095 | 50.3% |
| Value | Count | Frequency (%) | |
| 10000 | 493 | 1.6% | |
| 16000 | 2 | < 0.1% | |
| 20000 | 1976 | 6.6% | |
| 30000 | 1610 | 5.4% | |
| 40000 | 230 | 0.8% |
| Value | Count | Frequency (%) | |
| 1000000 | 1 | < 0.1% | |
| 800000 | 2 | < 0.1% | |
| 780000 | 2 | < 0.1% | |
| 760000 | 1 | < 0.1% | |
| 750000 | 4 | < 0.1% |
SEX
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| female | |
|---|---|
| male |
| Value | Count | Frequency (%) | |
| female | 18112 | 60.4% | |
| male | 11888 | 39.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.207466667 |
| Min length | 4 |
EDUCATION
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| university | |
|---|---|
| graduate school | |
| high school | |
| other | 468 |
| Value | Count | Frequency (%) | |
| university | 14030 | 46.8% | |
| graduate school | 10585 | 35.3% | |
| high school | 4917 | 16.4% | |
| other | 468 | 1.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 15 |
|---|---|
| Median length | 11 |
| Mean length | 11.85006667 |
| Min length | 5 |
MARRIAGE
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 323 |
| 0 | 54 |
| Value | Count | Frequency (%) | |
| 2 | 15964 | 53.2% | |
| 1 | 13659 | 45.5% | |
| 3 | 323 | 1.1% | |
| 0 | 54 | 0.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
AGE
Real number (ℝ≥0)
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.4855 |
|---|---|
| Minimum | 21 |
| Maximum | 79 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 53 |
| Maximum | 79 |
| Range | 58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.217904068 |
|---|---|
| Coefficient of variation (CV) | 0.2597653709 |
| Kurtosis | 0.04430337824 |
| Mean | 35.4855 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7322458688 |
| Sum | 1064565 |
| Variance | 84.96975541 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 29 | 1605 | 5.3% | |
| 27 | 1477 | 4.9% | |
| 28 | 1409 | 4.7% | |
| 30 | 1395 | 4.7% | |
| 26 | 1256 | 4.2% | |
| 31 | 1217 | 4.1% | |
| 25 | 1186 | 4.0% | |
| 34 | 1162 | 3.9% | |
| 32 | 1158 | 3.9% | |
| 33 | 1146 | 3.8% | |
| Other values (46) | 16989 | 56.6% |
| Value | Count | Frequency (%) | |
| 21 | 67 | 0.2% | |
| 22 | 560 | 1.9% | |
| 23 | 931 | 3.1% | |
| 24 | 1127 | 3.8% | |
| 25 | 1186 | 4.0% |
| Value | Count | Frequency (%) | |
| 79 | 1 | < 0.1% | |
| 75 | 3 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 73 | 4 | < 0.1% | |
| 72 | 3 | < 0.1% |
PAY_0
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| 0 | |
|---|---|
| -1 | |
| 1 | |
| -2 | |
| 2 | |
| Other values (6) | 463 |
| Value | Count | Frequency (%) | |
| 0 | 14737 | 49.1% | |
| -1 | 5686 | 19.0% | |
| 1 | 3688 | 12.3% | |
| -2 | 2759 | 9.2% | |
| 2 | 2667 | 8.9% | |
| 3 | 322 | 1.1% | |
| 4 | 76 | 0.3% | |
| 5 | 26 | 0.1% | |
| 8 | 19 | 0.1% | |
| 6 | 11 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.2815 |
| Min length | 1 |
PAY_2
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| 0 | |
|---|---|
| -1 | |
| 2 | |
| -2 | |
| 3 | 326 |
| Other values (6) | 185 |
| Value | Count | Frequency (%) | |
| 0 | 15730 | 52.4% | |
| -1 | 6050 | 20.2% | |
| 2 | 3927 | 13.1% | |
| -2 | 3782 | 12.6% | |
| 3 | 326 | 1.1% | |
| 4 | 99 | 0.3% | |
| 1 | 28 | 0.1% | |
| 5 | 25 | 0.1% | |
| 7 | 20 | 0.1% | |
| 6 | 12 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.327733333 |
| Min length | 1 |
PAY_3
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| 0 | |
|---|---|
| -1 | |
| -2 | |
| 2 | |
| 3 | 240 |
| Other values (6) | 154 |
| Value | Count | Frequency (%) | |
| 0 | 15764 | 52.5% | |
| -1 | 5938 | 19.8% | |
| -2 | 4085 | 13.6% | |
| 2 | 3819 | 12.7% | |
| 3 | 240 | 0.8% | |
| 4 | 76 | 0.3% | |
| 7 | 27 | 0.1% | |
| 6 | 23 | 0.1% | |
| 5 | 21 | 0.1% | |
| 1 | 4 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.3341 |
| Min length | 1 |
PAY_4
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| 0 | |
|---|---|
| -1 | |
| -2 | |
| 2 | |
| 3 | 180 |
| Other values (6) | 171 |
| Value | Count | Frequency (%) | |
| 0 | 16455 | 54.9% | |
| -1 | 5687 | 19.0% | |
| -2 | 4348 | 14.5% | |
| 2 | 3159 | 10.5% | |
| 3 | 180 | 0.6% | |
| 4 | 69 | 0.2% | |
| 7 | 58 | 0.2% | |
| 5 | 35 | 0.1% | |
| 6 | 5 | < 0.1% | |
| 1 | 2 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.3345 |
| Min length | 1 |
PAY_5
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| 0 | |
|---|---|
| -1 | |
| -2 | |
| 2 | |
| 3 | 178 |
| Other values (5) | 164 |
| Value | Count | Frequency (%) | |
| 0 | 16947 | 56.5% | |
| -1 | 5539 | 18.5% | |
| -2 | 4546 | 15.2% | |
| 2 | 2626 | 8.8% | |
| 3 | 178 | 0.6% | |
| 4 | 84 | 0.3% | |
| 7 | 58 | 0.2% | |
| 5 | 17 | 0.1% | |
| 6 | 4 | < 0.1% | |
| 8 | 1 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.336166667 |
| Min length | 1 |
PAY_6
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| 0 | |
|---|---|
| -1 | |
| -2 | |
| 2 | |
| 3 | 184 |
| Other values (5) | 129 |
| Value | Count | Frequency (%) | |
| 0 | 16286 | 54.3% | |
| -1 | 5740 | 19.1% | |
| -2 | 4895 | 16.3% | |
| 2 | 2766 | 9.2% | |
| 3 | 184 | 0.6% | |
| 4 | 49 | 0.2% | |
| 7 | 46 | 0.2% | |
| 6 | 19 | 0.1% | |
| 5 | 13 | < 0.1% | |
| 8 | 2 | < 0.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.3545 |
| Min length | 1 |
| Distinct | 22723 |
|---|---|
| Distinct (%) | 75.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51223.3309 |
|---|---|
| Minimum | -165580 |
| Maximum | 964511 |
| Zeros | 2008 |
| Zeros (%) | 6.7% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | -165580 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3558.75 |
| median | 22381.5 |
| Q3 | 67091 |
| 95-th percentile | 201203.05 |
| Maximum | 964511 |
| Range | 1130091 |
| Interquartile range (IQR) | 63532.25 |
Descriptive statistics
| Standard deviation | 73635.86058 |
|---|---|
| Coefficient of variation (CV) | 1.437545339 |
| Kurtosis | 9.806289341 |
| Mean | 51223.3309 |
| Median Absolute Deviation (MAD) | 21800.5 |
| Skewness | 2.663861022 |
| Sum | 1536699927 |
| Variance | 5422239963 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2008 | 6.7% | |
| 390 | 244 | 0.8% | |
| 780 | 76 | 0.3% | |
| 326 | 72 | 0.2% | |
| 316 | 63 | 0.2% | |
| 2500 | 59 | 0.2% | |
| 396 | 49 | 0.2% | |
| 2400 | 39 | 0.1% | |
| 416 | 29 | 0.1% | |
| 500 | 25 | 0.1% | |
| Other values (22713) | 27336 | 91.1% |
| Value | Count | Frequency (%) | |
| -165580 | 1 | < 0.1% | |
| -154973 | 1 | < 0.1% | |
| -15308 | 1 | < 0.1% | |
| -14386 | 1 | < 0.1% | |
| -11545 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 964511 | 1 | < 0.1% | |
| 746814 | 1 | < 0.1% | |
| 653062 | 1 | < 0.1% | |
| 630458 | 1 | < 0.1% | |
| 626648 | 1 | < 0.1% |
| Distinct | 22346 |
|---|---|
| Distinct (%) | 74.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49179.07517 |
|---|---|
| Minimum | -69777 |
| Maximum | 983931 |
| Zeros | 2506 |
| Zeros (%) | 8.4% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | -69777 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2984.75 |
| median | 21200 |
| Q3 | 64006.25 |
| 95-th percentile | 194792.2 |
| Maximum | 983931 |
| Range | 1053708 |
| Interquartile range (IQR) | 61021.5 |
Descriptive statistics
| Standard deviation | 71173.76878 |
|---|---|
| Coefficient of variation (CV) | 1.447236829 |
| Kurtosis | 10.30294592 |
| Mean | 49179.07517 |
| Median Absolute Deviation (MAD) | 20810 |
| Skewness | 2.705220853 |
| Sum | 1475372255 |
| Variance | 5065705363 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2506 | 8.4% | |
| 390 | 231 | 0.8% | |
| 326 | 75 | 0.2% | |
| 780 | 75 | 0.2% | |
| 316 | 72 | 0.2% | |
| 2500 | 51 | 0.2% | |
| 396 | 51 | 0.2% | |
| 2400 | 42 | 0.1% | |
| -200 | 29 | 0.1% | |
| 416 | 28 | 0.1% | |
| Other values (22336) | 26840 | 89.5% |
| Value | Count | Frequency (%) | |
| -69777 | 1 | < 0.1% | |
| -67526 | 1 | < 0.1% | |
| -33350 | 1 | < 0.1% | |
| -30000 | 1 | < 0.1% | |
| -26214 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 983931 | 1 | < 0.1% | |
| 743970 | 1 | < 0.1% | |
| 671563 | 1 | < 0.1% | |
| 646770 | 1 | < 0.1% | |
| 624475 | 1 | < 0.1% |
| Distinct | 22026 |
|---|---|
| Distinct (%) | 73.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47013.1548 |
|---|---|
| Minimum | -157264 |
| Maximum | 1664089 |
| Zeros | 2870 |
| Zeros (%) | 9.6% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | -157264 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2666.25 |
| median | 20088.5 |
| Q3 | 60164.75 |
| 95-th percentile | 187821.05 |
| Maximum | 1664089 |
| Range | 1821353 |
| Interquartile range (IQR) | 57498.5 |
Descriptive statistics
| Standard deviation | 69349.38743 |
|---|---|
| Coefficient of variation (CV) | 1.475106015 |
| Kurtosis | 19.78325514 |
| Mean | 47013.1548 |
| Median Absolute Deviation (MAD) | 19708.5 |
| Skewness | 3.087830046 |
| Sum | 1410394644 |
| Variance | 4809337537 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 2870 | 9.6% | |
| 390 | 275 | 0.9% | |
| 780 | 74 | 0.2% | |
| 326 | 63 | 0.2% | |
| 316 | 62 | 0.2% | |
| 396 | 48 | 0.2% | |
| 2500 | 40 | 0.1% | |
| 2400 | 39 | 0.1% | |
| 416 | 29 | 0.1% | |
| 200 | 27 | 0.1% | |
| Other values (22016) | 26473 | 88.2% |
| Value | Count | Frequency (%) | |
| -157264 | 1 | < 0.1% | |
| -61506 | 1 | < 0.1% | |
| -46127 | 1 | < 0.1% | |
| -34041 | 1 | < 0.1% | |
| -25443 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1664089 | 1 | < 0.1% | |
| 855086 | 1 | < 0.1% | |
| 693131 | 1 | < 0.1% | |
| 689643 | 1 | < 0.1% | |
| 689627 | 1 | < 0.1% |
| Distinct | 21548 |
|---|---|
| Distinct (%) | 71.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43262.94897 |
|---|---|
| Minimum | -170000 |
| Maximum | 891586 |
| Zeros | 3195 |
| Zeros (%) | 10.7% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | -170000 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2326.75 |
| median | 19052 |
| Q3 | 54506 |
| 95-th percentile | 174333.35 |
| Maximum | 891586 |
| Range | 1061586 |
| Interquartile range (IQR) | 52179.25 |
Descriptive statistics
| Standard deviation | 64332.85613 |
|---|---|
| Coefficient of variation (CV) | 1.487019671 |
| Kurtosis | 11.30932483 |
| Mean | 43262.94897 |
| Median Absolute Deviation (MAD) | 18656 |
| Skewness | 2.821965291 |
| Sum | 1297888469 |
| Variance | 4138716378 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 3195 | 10.7% | |
| 390 | 246 | 0.8% | |
| 780 | 101 | 0.3% | |
| 316 | 68 | 0.2% | |
| 326 | 62 | 0.2% | |
| 396 | 44 | 0.1% | |
| 150 | 39 | 0.1% | |
| 2400 | 39 | 0.1% | |
| 2500 | 34 | 0.1% | |
| 1000 | 33 | 0.1% | |
| Other values (21538) | 26139 | 87.1% |
| Value | Count | Frequency (%) | |
| -170000 | 1 | < 0.1% | |
| -81334 | 1 | < 0.1% | |
| -65167 | 1 | < 0.1% | |
| -50616 | 1 | < 0.1% | |
| -46627 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 891586 | 1 | < 0.1% | |
| 706864 | 1 | < 0.1% | |
| 628699 | 1 | < 0.1% | |
| 616836 | 1 | < 0.1% | |
| 572805 | 1 | < 0.1% |
| Distinct | 21010 |
|---|---|
| Distinct (%) | 70.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40311.40097 |
|---|---|
| Minimum | -81334 |
| Maximum | 927171 |
| Zeros | 3506 |
| Zeros (%) | 11.7% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | -81334 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1763 |
| median | 18104.5 |
| Q3 | 50190.5 |
| 95-th percentile | 165794.3 |
| Maximum | 927171 |
| Range | 1008505 |
| Interquartile range (IQR) | 48427.5 |
Descriptive statistics
| Standard deviation | 60797.15577 |
|---|---|
| Coefficient of variation (CV) | 1.508187617 |
| Kurtosis | 12.30588129 |
| Mean | 40311.40097 |
| Median Absolute Deviation (MAD) | 17688.5 |
| Skewness | 2.876379867 |
| Sum | 1209342029 |
| Variance | 3696294150 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 3506 | 11.7% | |
| 390 | 235 | 0.8% | |
| 780 | 94 | 0.3% | |
| 316 | 79 | 0.3% | |
| 326 | 62 | 0.2% | |
| 150 | 58 | 0.2% | |
| 396 | 47 | 0.2% | |
| 2400 | 39 | 0.1% | |
| 2500 | 37 | 0.1% | |
| 416 | 36 | 0.1% | |
| Other values (21000) | 25807 | 86.0% |
| Value | Count | Frequency (%) | |
| -81334 | 1 | < 0.1% | |
| -61372 | 1 | < 0.1% | |
| -53007 | 1 | < 0.1% | |
| -46627 | 1 | < 0.1% | |
| -37594 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 927171 | 1 | < 0.1% | |
| 823540 | 1 | < 0.1% | |
| 587067 | 1 | < 0.1% | |
| 551702 | 1 | < 0.1% | |
| 547880 | 1 | < 0.1% |
| Distinct | 20604 |
|---|---|
| Distinct (%) | 68.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38871.7604 |
|---|---|
| Minimum | -339603 |
| Maximum | 961664 |
| Zeros | 4020 |
| Zeros (%) | 13.4% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | -339603 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1256 |
| median | 17071 |
| Q3 | 49198.25 |
| 95-th percentile | 161912 |
| Maximum | 961664 |
| Range | 1301267 |
| Interquartile range (IQR) | 47942.25 |
Descriptive statistics
| Standard deviation | 59554.10754 |
|---|---|
| Coefficient of variation (CV) | 1.53206613 |
| Kurtosis | 12.27070529 |
| Mean | 38871.7604 |
| Median Absolute Deviation (MAD) | 16755 |
| Skewness | 2.846644576 |
| Sum | 1166152812 |
| Variance | 3546691724 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 4020 | 13.4% | |
| 390 | 207 | 0.7% | |
| 780 | 86 | 0.3% | |
| 150 | 78 | 0.3% | |
| 316 | 77 | 0.3% | |
| 326 | 56 | 0.2% | |
| 396 | 45 | 0.1% | |
| 416 | 36 | 0.1% | |
| -18 | 33 | 0.1% | |
| 2400 | 32 | 0.1% | |
| Other values (20594) | 25330 | 84.4% |
| Value | Count | Frequency (%) | |
| -339603 | 1 | < 0.1% | |
| -209051 | 1 | < 0.1% | |
| -150953 | 1 | < 0.1% | |
| -94625 | 1 | < 0.1% | |
| -73895 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 961664 | 1 | < 0.1% | |
| 699944 | 1 | < 0.1% | |
| 568638 | 1 | < 0.1% | |
| 527711 | 1 | < 0.1% | |
| 527566 | 1 | < 0.1% |
| Distinct | 7943 |
|---|---|
| Distinct (%) | 26.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5663.5805 |
|---|---|
| Minimum | 0 |
| Maximum | 873552 |
| Zeros | 5249 |
| Zeros (%) | 17.5% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1000 |
| median | 2100 |
| Q3 | 5006 |
| 95-th percentile | 18428.2 |
| Maximum | 873552 |
| Range | 873552 |
| Interquartile range (IQR) | 4006 |
Descriptive statistics
| Standard deviation | 16563.28035 |
|---|---|
| Coefficient of variation (CV) | 2.924524575 |
| Kurtosis | 415.2547427 |
| Mean | 5663.5805 |
| Median Absolute Deviation (MAD) | 1932 |
| Skewness | 14.66836433 |
| Sum | 169907415 |
| Variance | 274342256.1 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5249 | 17.5% | |
| 2000 | 1363 | 4.5% | |
| 3000 | 891 | 3.0% | |
| 5000 | 698 | 2.3% | |
| 1500 | 507 | 1.7% | |
| 4000 | 426 | 1.4% | |
| 10000 | 401 | 1.3% | |
| 1000 | 365 | 1.2% | |
| 2500 | 298 | 1.0% | |
| 6000 | 294 | 1.0% | |
| Other values (7933) | 19508 | 65.0% |
| Value | Count | Frequency (%) | |
| 0 | 5249 | 17.5% | |
| 1 | 9 | < 0.1% | |
| 2 | 14 | < 0.1% | |
| 3 | 15 | 0.1% | |
| 4 | 18 | 0.1% |
| Value | Count | Frequency (%) | |
| 873552 | 1 | < 0.1% | |
| 505000 | 1 | < 0.1% | |
| 493358 | 1 | < 0.1% | |
| 423903 | 1 | < 0.1% | |
| 405016 | 1 | < 0.1% |
| Distinct | 7899 |
|---|---|
| Distinct (%) | 26.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5921.1635 |
|---|---|
| Minimum | 0 |
| Maximum | 1684259 |
| Zeros | 5396 |
| Zeros (%) | 18.0% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 833 |
| median | 2009 |
| Q3 | 5000 |
| 95-th percentile | 19004.35 |
| Maximum | 1684259 |
| Range | 1684259 |
| Interquartile range (IQR) | 4167 |
Descriptive statistics
| Standard deviation | 23040.8704 |
|---|---|
| Coefficient of variation (CV) | 3.891274139 |
| Kurtosis | 1641.631911 |
| Mean | 5921.1635 |
| Median Absolute Deviation (MAD) | 1991 |
| Skewness | 30.45381745 |
| Sum | 177634905 |
| Variance | 530881708.9 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5396 | 18.0% | |
| 2000 | 1290 | 4.3% | |
| 3000 | 857 | 2.9% | |
| 5000 | 717 | 2.4% | |
| 1000 | 594 | 2.0% | |
| 1500 | 521 | 1.7% | |
| 4000 | 410 | 1.4% | |
| 10000 | 318 | 1.1% | |
| 6000 | 283 | 0.9% | |
| 2500 | 251 | 0.8% | |
| Other values (7889) | 19363 | 64.5% |
| Value | Count | Frequency (%) | |
| 0 | 5396 | 18.0% | |
| 1 | 15 | 0.1% | |
| 2 | 20 | 0.1% | |
| 3 | 18 | 0.1% | |
| 4 | 11 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1684259 | 1 | < 0.1% | |
| 1227082 | 1 | < 0.1% | |
| 1215471 | 1 | < 0.1% | |
| 1024516 | 1 | < 0.1% | |
| 580464 | 1 | < 0.1% |
| Distinct | 7518 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5225.6815 |
|---|---|
| Minimum | 0 |
| Maximum | 896040 |
| Zeros | 5968 |
| Zeros (%) | 19.9% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 390 |
| median | 1800 |
| Q3 | 4505 |
| 95-th percentile | 17589.4 |
| Maximum | 896040 |
| Range | 896040 |
| Interquartile range (IQR) | 4115 |
Descriptive statistics
| Standard deviation | 17606.96147 |
|---|---|
| Coefficient of variation (CV) | 3.36931393 |
| Kurtosis | 564.3112295 |
| Mean | 5225.6815 |
| Median Absolute Deviation (MAD) | 1795 |
| Skewness | 17.21663544 |
| Sum | 156770445 |
| Variance | 310005092.2 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5968 | 19.9% | |
| 2000 | 1285 | 4.3% | |
| 1000 | 1103 | 3.7% | |
| 3000 | 870 | 2.9% | |
| 5000 | 721 | 2.4% | |
| 1500 | 490 | 1.6% | |
| 4000 | 381 | 1.3% | |
| 10000 | 312 | 1.0% | |
| 1200 | 243 | 0.8% | |
| 6000 | 241 | 0.8% | |
| Other values (7508) | 18386 | 61.3% |
| Value | Count | Frequency (%) | |
| 0 | 5968 | 19.9% | |
| 1 | 13 | < 0.1% | |
| 2 | 19 | 0.1% | |
| 3 | 14 | < 0.1% | |
| 4 | 15 | 0.1% |
| Value | Count | Frequency (%) | |
| 896040 | 1 | < 0.1% | |
| 889043 | 1 | < 0.1% | |
| 508229 | 1 | < 0.1% | |
| 417588 | 1 | < 0.1% | |
| 400972 | 1 | < 0.1% |
| Distinct | 6937 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4826.076867 |
|---|---|
| Minimum | 0 |
| Maximum | 621000 |
| Zeros | 6408 |
| Zeros (%) | 21.4% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 296 |
| median | 1500 |
| Q3 | 4013.25 |
| 95-th percentile | 16014.95 |
| Maximum | 621000 |
| Range | 621000 |
| Interquartile range (IQR) | 3717.25 |
Descriptive statistics
| Standard deviation | 15666.15974 |
|---|---|
| Coefficient of variation (CV) | 3.246147995 |
| Kurtosis | 277.3337677 |
| Mean | 4826.076867 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 12.90498482 |
| Sum | 144782306 |
| Variance | 245428561.1 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 6408 | 21.4% | |
| 1000 | 1394 | 4.6% | |
| 2000 | 1214 | 4.0% | |
| 3000 | 887 | 3.0% | |
| 5000 | 810 | 2.7% | |
| 1500 | 441 | 1.5% | |
| 4000 | 402 | 1.3% | |
| 10000 | 341 | 1.1% | |
| 2500 | 259 | 0.9% | |
| 500 | 258 | 0.9% | |
| Other values (6927) | 17586 | 58.6% |
| Value | Count | Frequency (%) | |
| 0 | 6408 | 21.4% | |
| 1 | 22 | 0.1% | |
| 2 | 22 | 0.1% | |
| 3 | 13 | < 0.1% | |
| 4 | 20 | 0.1% |
| Value | Count | Frequency (%) | |
| 621000 | 1 | < 0.1% | |
| 528897 | 1 | < 0.1% | |
| 497000 | 1 | < 0.1% | |
| 432130 | 1 | < 0.1% | |
| 400046 | 1 | < 0.1% |
| Distinct | 6897 |
|---|---|
| Distinct (%) | 23.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4799.387633 |
|---|---|
| Minimum | 0 |
| Maximum | 426529 |
| Zeros | 6703 |
| Zeros (%) | 22.3% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 252.5 |
| median | 1500 |
| Q3 | 4031.5 |
| 95-th percentile | 16000 |
| Maximum | 426529 |
| Range | 426529 |
| Interquartile range (IQR) | 3779 |
Descriptive statistics
| Standard deviation | 15278.30568 |
|---|---|
| Coefficient of variation (CV) | 3.183386475 |
| Kurtosis | 180.0639402 |
| Mean | 4799.387633 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 11.12741705 |
| Sum | 143981629 |
| Variance | 233426624.4 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 6703 | 22.3% | |
| 1000 | 1340 | 4.5% | |
| 2000 | 1323 | 4.4% | |
| 3000 | 947 | 3.2% | |
| 5000 | 814 | 2.7% | |
| 1500 | 426 | 1.4% | |
| 4000 | 401 | 1.3% | |
| 10000 | 343 | 1.1% | |
| 500 | 250 | 0.8% | |
| 6000 | 247 | 0.8% | |
| Other values (6887) | 17206 | 57.4% |
| Value | Count | Frequency (%) | |
| 0 | 6703 | 22.3% | |
| 1 | 21 | 0.1% | |
| 2 | 13 | < 0.1% | |
| 3 | 13 | < 0.1% | |
| 4 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| 426529 | 1 | < 0.1% | |
| 417990 | 1 | < 0.1% | |
| 388071 | 1 | < 0.1% | |
| 379267 | 1 | < 0.1% | |
| 332000 | 1 | < 0.1% |
| Distinct | 6939 |
|---|---|
| Distinct (%) | 23.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5215.502567 |
|---|---|
| Minimum | 0 |
| Maximum | 528666 |
| Zeros | 7173 |
| Zeros (%) | 23.9% |
| Memory size | 117.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 117.75 |
| median | 1500 |
| Q3 | 4000 |
| 95-th percentile | 17343.8 |
| Maximum | 528666 |
| Range | 528666 |
| Interquartile range (IQR) | 3882.25 |
Descriptive statistics
| Standard deviation | 17777.46578 |
|---|---|
| Coefficient of variation (CV) | 3.408581541 |
| Kurtosis | 167.1614296 |
| Mean | 5215.502567 |
| Median Absolute Deviation (MAD) | 1500 |
| Skewness | 10.64072733 |
| Sum | 156465077 |
| Variance | 316038289.4 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 7173 | 23.9% | |
| 1000 | 1299 | 4.3% | |
| 2000 | 1295 | 4.3% | |
| 3000 | 914 | 3.0% | |
| 5000 | 808 | 2.7% | |
| 1500 | 439 | 1.5% | |
| 4000 | 411 | 1.4% | |
| 10000 | 356 | 1.2% | |
| 500 | 247 | 0.8% | |
| 6000 | 220 | 0.7% | |
| Other values (6929) | 16838 | 56.1% |
| Value | Count | Frequency (%) | |
| 0 | 7173 | 23.9% | |
| 1 | 20 | 0.1% | |
| 2 | 9 | < 0.1% | |
| 3 | 14 | < 0.1% | |
| 4 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| 528666 | 1 | < 0.1% | |
| 527143 | 1 | < 0.1% | |
| 443001 | 1 | < 0.1% | |
| 422000 | 1 | < 0.1% | |
| 403500 | 1 | < 0.1% |
DEFAULT
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 234.4 KiB |
| not default | |
|---|---|
| default |
| Value | Count | Frequency (%) | |
| not default | 23364 | 77.9% | |
| default | 6636 | 22.1% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.1152 |
| Min length | 7 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | ID | LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | DEFAULT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 20000 | female | university | 1 | 24 | 2 | 2 | -1 | -1 | -2 | -2 | 3913 | 3102 | 689 | 0 | 0 | 0 | 0 | 689 | 0 | 0 | 0 | 0 | default |
| 1 | 2 | 2 | 120000 | female | university | 2 | 26 | -1 | 2 | 0 | 0 | 0 | 2 | 2682 | 1725 | 2682 | 3272 | 3455 | 3261 | 0 | 1000 | 1000 | 1000 | 0 | 2000 | default |
| 2 | 3 | 3 | 90000 | female | university | 2 | 34 | 0 | 0 | 0 | 0 | 0 | 0 | 29239 | 14027 | 13559 | 14331 | 14948 | 15549 | 1518 | 1500 | 1000 | 1000 | 1000 | 5000 | not default |
| 3 | 4 | 4 | 50000 | female | university | 1 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 46990 | 48233 | 49291 | 28314 | 28959 | 29547 | 2000 | 2019 | 1200 | 1100 | 1069 | 1000 | not default |
| 4 | 5 | 5 | 50000 | male | university | 1 | 57 | -1 | 0 | -1 | 0 | 0 | 0 | 8617 | 5670 | 35835 | 20940 | 19146 | 19131 | 2000 | 36681 | 10000 | 9000 | 689 | 679 | not default |
| 5 | 6 | 6 | 50000 | male | graduate school | 2 | 37 | 0 | 0 | 0 | 0 | 0 | 0 | 64400 | 57069 | 57608 | 19394 | 19619 | 20024 | 2500 | 1815 | 657 | 1000 | 1000 | 800 | not default |
| 6 | 7 | 7 | 500000 | male | graduate school | 2 | 29 | 0 | 0 | 0 | 0 | 0 | 0 | 367965 | 412023 | 445007 | 542653 | 483003 | 473944 | 55000 | 40000 | 38000 | 20239 | 13750 | 13770 | not default |
| 7 | 8 | 8 | 100000 | female | university | 2 | 23 | 0 | -1 | -1 | 0 | 0 | -1 | 11876 | 380 | 601 | 221 | -159 | 567 | 380 | 601 | 0 | 581 | 1687 | 1542 | not default |
| 8 | 9 | 9 | 140000 | female | high school | 1 | 28 | 0 | 0 | 2 | 0 | 0 | 0 | 11285 | 14096 | 12108 | 12211 | 11793 | 3719 | 3329 | 0 | 432 | 1000 | 1000 | 1000 | not default |
| 9 | 10 | 10 | 20000 | male | high school | 2 | 35 | -2 | -2 | -2 | -2 | -1 | -1 | 0 | 0 | 0 | 0 | 13007 | 13912 | 0 | 0 | 0 | 13007 | 1122 | 0 | not default |
Last rows
| df_index | ID | LIMIT_BAL | SEX | EDUCATION | MARRIAGE | AGE | PAY_0 | PAY_2 | PAY_3 | PAY_4 | PAY_5 | PAY_6 | BILL_AMT1 | BILL_AMT2 | BILL_AMT3 | BILL_AMT4 | BILL_AMT5 | BILL_AMT6 | PAY_AMT1 | PAY_AMT2 | PAY_AMT3 | PAY_AMT4 | PAY_AMT5 | PAY_AMT6 | DEFAULT | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 29990 | 30194 | 29991 | 140000 | male | university | 1 | 41 | 0 | 0 | 0 | 0 | 0 | 0 | 138325 | 137142 | 139110 | 138262 | 49675 | 46121 | 6000 | 7000 | 4228 | 1505 | 2000 | 2000 | not default |
| 29991 | 30195 | 29992 | 210000 | male | university | 1 | 34 | 3 | 2 | 2 | 2 | 2 | 2 | 2500 | 2500 | 2500 | 2500 | 2500 | 2500 | 0 | 0 | 0 | 0 | 0 | 0 | default |
| 29992 | 30196 | 29993 | 10000 | male | high school | 1 | 43 | 0 | 0 | 0 | -2 | -2 | -2 | 8802 | 10400 | 0 | 0 | 0 | 0 | 2000 | 0 | 0 | 0 | 0 | 0 | not default |
| 29993 | 30197 | 29994 | 100000 | male | graduate school | 2 | 38 | 0 | -1 | -1 | 0 | 0 | 0 | 3042 | 1427 | 102996 | 70626 | 69473 | 55004 | 2000 | 111784 | 4000 | 3000 | 2000 | 2000 | not default |
| 29994 | 30198 | 29995 | 80000 | male | university | 2 | 34 | 2 | 2 | 2 | 2 | 2 | 2 | 72557 | 77708 | 79384 | 77519 | 82607 | 81158 | 7000 | 3500 | 0 | 7000 | 0 | 4000 | default |
| 29995 | 30199 | 29996 | 220000 | male | high school | 1 | 39 | 0 | 0 | 0 | 0 | 0 | 0 | 188948 | 192815 | 208365 | 88004 | 31237 | 15980 | 8500 | 20000 | 5003 | 3047 | 5000 | 1000 | not default |
| 29996 | 30200 | 29997 | 150000 | male | high school | 2 | 43 | -1 | -1 | -1 | -1 | 0 | 0 | 1683 | 1828 | 3502 | 8979 | 5190 | 0 | 1837 | 3526 | 8998 | 129 | 0 | 0 | not default |
| 29997 | 30201 | 29998 | 30000 | male | university | 2 | 37 | 4 | 3 | 2 | -1 | 0 | 0 | 3565 | 3356 | 2758 | 20878 | 20582 | 19357 | 0 | 0 | 22000 | 4200 | 2000 | 3100 | default |
| 29998 | 30202 | 29999 | 80000 | male | high school | 1 | 41 | 1 | -1 | 0 | 0 | 0 | -1 | -1645 | 78379 | 76304 | 52774 | 11855 | 48944 | 85900 | 3409 | 1178 | 1926 | 52964 | 1804 | default |
| 29999 | 30203 | 30000 | 50000 | male | university | 1 | 46 | 0 | 0 | 0 | 0 | 0 | 0 | 47929 | 48905 | 49764 | 36535 | 32428 | 15313 | 2078 | 1800 | 1430 | 1000 | 1000 | 1000 | default |